{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN interpretation with CAM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CAM and hooks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.181911</td>\n",
       "      <td>0.016683</td>\n",
       "      <td>0.006089</td>\n",
       "      <td>00:14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.081984</td>\n",
       "      <td>0.015135</td>\n",
       "      <td>0.006089</td>\n",
       "      <td>00:19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = untar_data(URLs.PETS)/'images'\n",
    "def is_cat(x): return x[0].isupper()\n",
    "dls = ImageDataLoaders.from_name_func(\n",
    "    path, get_image_files(path), valid_pct=0.2, seed=42,\n",
    "    label_func=is_cat, item_tfms=Resize(224))\n",
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fine_tune(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = PILImage.create('images/chapter1_cat_example.jpg')\n",
    "x, = first(dls.test_dl([img]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Hook():\n",
    "    def hook_func(self, m, i, o): self.stored = o.detach().clone()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "hook_output = Hook()\n",
    "hook = learn.model[0].register_forward_hook(hook_output.hook_func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad(): output = learn.model.eval()(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "act = hook_output.stored[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 224, 224])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 7, 7])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cam_map = torch.einsum('ck,kij->cij', learn.model[1][-1].weight, act)\n",
    "cam_map.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_dec = TensorImage(dls.train.decode((x,))[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map[0].detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#2) [False,True]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dls.vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[9.9964e-01, 3.5779e-04]], device='cuda:0')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F.softmax(output, dim=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map[1].detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Hook():\n",
    "    def __init__(self, m):\n",
    "        self.hook = m.register_forward_hook(self.hook_func)   \n",
    "    def hook_func(self, m, i, o): self.stored = o.detach().clone()\n",
    "    def __enter__(self, *args): return self\n",
    "    def __exit__(self, *args): self.hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "with Hook(learn.model[0]) as hook:\n",
    "    with torch.no_grad(): output = learn.model.eval()(x.cuda())\n",
    "    act = hook.stored"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient CAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HookBwd():\n",
    "    def __init__(self, m):\n",
    "        self.hook = m.register_backward_hook(self.hook_func)   \n",
    "    def hook_func(self, m, gi, go): self.stored = go[0].detach().clone()\n",
    "    def __enter__(self, *args): return self\n",
    "    def __exit__(self, *args): self.hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "cls = 0\n",
    "with HookBwd(learn.model[0]) as hookg:\n",
    "    with Hook(learn.model[0]) as hook:\n",
    "        output = learn.model.eval()(x.cuda())\n",
    "        act = hook.stored\n",
    "    output[0,cls].backward()\n",
    "    grad = hookg.stored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = grad[0].mean(dim=[1,2], keepdim=True)\n",
    "cam_map = (w * act[0]).sum(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map.detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "with HookBwd(learn.model[0][-2]) as hookg:\n",
    "    with Hook(learn.model[0][-2]) as hook:\n",
    "        output = learn.model.eval()(x.cuda())\n",
    "        act = hook.stored\n",
    "    output[0,cls].backward()\n",
    "    grad = hookg.stored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = grad[0].mean(dim=[1,2], keepdim=True)\n",
    "cam_map = (w * act[0]).sum(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map.detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
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